Omran Ayoub

About Omran Ayoub

Omran Ayoub, With an exceptional h-index of 14 and a recent h-index of 13 (since 2020), a distinguished researcher at Scuola universitaria professionale della Svizzera italiana, specializes in the field of Machine Learning, Explainable AI, Communication Networks, Network Optimization, Privacy.

His recent articles reflect a diverse array of research interests and contributions to the field:

Designing for Complementarity: A Conceptual Framework to Go Beyond the Current Paradigm of Using XAI in Healthcare

Knowledge Distillation-Based Model Extraction Attack using Private Counterfactual Explanations

Differential Privacy for Anomaly Detection: Analyzing the Trade-off Between Privacy and Explainability

Liquid Neural Network-based Adaptive Learning vs. Incremental Learning for Link Load Prediction amid Concept Drift due to Network Failures

Machine-Learning-Assisted Failure Prediction in Microwave Networks based on Equipment Alarms

SAC-FACT: Soft Actor-Critic Reinforcement Learning for Counterfactual Explanations

ML-based Network Pruning for Routing Data Overhead Reduction in Wireless Sensor Networks

Using SHAP Values to Validate Model’s Uncertain Decision for ML-based Lightpath Quality-of-Transmission Estimation

Omran Ayoub Information

University

Position

Researcher at

Citations(all)

613

Citations(since 2020)

587

Cited By

113

hIndex(all)

14

hIndex(since 2020)

13

i10Index(all)

22

i10Index(since 2020)

20

Email

University Profile Page

Scuola universitaria professionale della Svizzera italiana

Google Scholar

View Google Scholar Profile

Omran Ayoub Skills & Research Interests

Machine Learning

Explainable AI

Communication Networks

Network Optimization

Privacy

Top articles of Omran Ayoub

Title

Journal

Author(s)

Publication Date

Designing for Complementarity: A Conceptual Framework to Go Beyond the Current Paradigm of Using XAI in Healthcare

arXiv preprint arXiv:2404.04638

Elisa Rubegni

Omran Ayoub

Stefania Maria Rita Rizzo

Marco Barbero

Guenda Bernegger

...

2024/4/6

Knowledge Distillation-Based Model Extraction Attack using Private Counterfactual Explanations

arXiv preprint arXiv:2404.03348

Fatima Ezzeddine

Omran Ayoub

Silvia Giordano

2024/4/4

Differential Privacy for Anomaly Detection: Analyzing the Trade-off Between Privacy and Explainability

arXiv preprint arXiv:2404.06144

Fatima Ezzeddine

Mirna Saad

Omran Ayoub

Davide Andreoletti

Martin Gjoreski

...

2024/4/9

Liquid Neural Network-based Adaptive Learning vs. Incremental Learning for Link Load Prediction amid Concept Drift due to Network Failures

arXiv preprint arXiv:2404.05304

Omran Ayoub

Davide Andreoletti

Aleksandra Knapińska

Róża Goścień

Piotr Lechowicz

...

2024/4/8

Machine-Learning-Assisted Failure Prediction in Microwave Networks based on Equipment Alarms

Francesco Lateano

Omran Ayoub

Francesco Musumeci

Massimo Tornatore

2023/4/17

SAC-FACT: Soft Actor-Critic Reinforcement Learning for Counterfactual Explanations

Fatima Ezzeddine

Omran Ayoub

Davide Andreoletti

Silvia Giordano

2023/7

ML-based Network Pruning for Routing Data Overhead Reduction in Wireless Sensor Networks

Davide Andreoletti

Cristina Rottondi

Fatima Ezzeddine

Omran Ayoub

Silvia Giordano

2023/1/30

Using SHAP Values to Validate Model’s Uncertain Decision for ML-based Lightpath Quality-of-Transmission Estimation

Hadi Houssiany

Omran Ayoub

Cristina Rottondi

Andrea Bianco

2023/7/2

Chatgpt or human? detect and explain. explaining decisions of machine learning model for detecting short chatgpt-generated text

arXiv preprint arXiv:2301.13852

Sandra Mitrović

Davide Andreoletti

Omran Ayoub

2023/1/30

Routing, channel, key-rate and time-slot assignment for QKD in optical networks

IEEE Transactions on Network and Service Management

Qiaolun Zhang

Omran Ayoub

Alberto Gatto

Jun Wu

Francesco Musumeci

...

2023/6/29

Exposing influence campaigns in the age of LLMs: a behavioral-based AI approach to detecting state-sponsored trolls

EPJ Data Science

Fatima Ezzeddine

Omran Ayoub

Silvia Giordano

Gianluca Nogara

Ihab Sbeity

...

2023/12/1

Minimizing equipment and energy cost in mixed 10G and 100G/200G filterless horseshoe networks with hierarchical OTN boards

Annals of Telecommunications

Memedhe Ibrahimi

Omran Ayoub

Aryanaz Attarpour

Francesco Musumeci

Andrea Castoldi

...

2023/6

Vertical Split Learning-based Identification and Explainable Deep Learning-based Localization of Failures in Multi-Domain NFV Systems

Fatima Ezzeddine

Omran Ayoub

Davide Andreoletti

Massimo Tornatore

Silvia Giordano

2023/11

Protection of Inter-ONU Connectivity in Advanced PON with Minimum Trenching Cost

Oleg Karandin

Omran Ayoub

Domenico Napoletano

Francesco Musumeci

Massimo Tornatore

2023/5/8

IC-QKD: An Information-Centric Quantum Key Distribution Network

IEEE Communications Magazine

Qiaolun Zhang

Omran Ayoub

Jun Wu

Xi Lin

Massimo Tornatore

2023/9/25

Availability Evaluation of Service Function Chains Under Different Protection Schemes

Jean-Pierre H Asdikian

Leila Askari

Omran Ayoub

Francesco Musumeci

Stefano Bregni

...

2022/9/5

Towards explainable artificial intelligence in optical networks: the use case of lightpath QoT estimation

Journal of Optical Communications and Networking

Omran Ayoub

Sebastian Troia

Davide Andreoletti

Andrea Bianco

Massimo Tornatore

...

2022/11/23

On deep reinforcement learning for static routing and wavelength assignment

IEEE Journal of Selected Topics in Quantum Electronics

Nicola Di Cicco

Emre Furkan Mercan

Oleg Karandin

Omran Ayoub

Sebastian Troia

...

2022/2/14

The disinformation dozen: An exploratory analysis of covid-19 disinformation proliferation on twitter

Gianluca Nogara

Padinjaredath Suresh Vishnuprasad

Felipe Cardoso

Omran Ayoub

Silvia Giordano

...

2022/6/26

Characterizing and Detecting State-Sponsored Troll Activity on Social Media

Fatima Ezzeddine

Luca Luceri

Omran Ayoub

Ihab Sbeity

Gianluca Nogara

...

2022/11/8

See List of Professors in Omran Ayoub University(Scuola universitaria professionale della Svizzera italiana)

Co-Authors

H-index: 55
Massimo Tornatore

Massimo Tornatore

Politecnico di Milano

H-index: 42
Silvia Giordano

Silvia Giordano

Scuola universitaria professionale della Svizzera italiana

H-index: 36
Andrea Bianco

Andrea Bianco

Politecnico di Torino

H-index: 28
Cristina Rottondi

Cristina Rottondi

Politecnico di Torino

H-index: 27
Francesco Musumeci

Francesco Musumeci

Politecnico di Milano

H-index: 8
Davide Andreoletti

Davide Andreoletti

Scuola universitaria professionale della Svizzera italiana

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